@inproceedings{vijjini-chaturvedi-2026-fair, title = "{FAIR}: Balancing Identity-Associated Training Signals to Mitigate Personalization Bias", author = "Vijjini, Anvesh Rao and Chaturvedi, Snigdha", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-aacl.160/", pages = "3191--3208", ISBN = "979-8-89176-444-6" }